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Dynamic Monitoring and Optimization of Fault Diagnosis of Photo Voltaic Solar Power System Using ANN and Memetic Algorithm 被引量:1
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作者 B. Ganeshprabu M. Geethanjali 《Circuits and Systems》 2016年第11期3531-3540,共11页
Most of the photo voltaic (PV) arrays often work in harsh outdoor environment, and undergo various faults, such as local material aging, shading, open circuit, short circuit and so on. The generation of these faults w... Most of the photo voltaic (PV) arrays often work in harsh outdoor environment, and undergo various faults, such as local material aging, shading, open circuit, short circuit and so on. The generation of these faults will reduce the power generation efficiency, and when a fault occurs in a PV model, the PV model and the systems connected to it are also damaged. In this paper, an on-line distributed monitoring system based on XBee wireless sensors network is designed to monitor the output current, voltage and irradiation of each PV module, and the temperature and the irradiation of the environment. A simulation PV module model is established, based on which some common faults are simulated and fault training samples are obtained. Finally, a memetic algorithm optimized Back Propagation ANN fault diagnosis model is built and trained by the fault samples data. Experiment result shows that the system can detect the common faults of PV array with high accuracy. 展开更多
关键词 photo voltaic (PV) Artificial Neural Network (ANN)
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Performance-Economic and Energy Loss Analysis of 80 KWp Grid Connected Roof Top Transformer Less Photovoltaic Power Plant
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作者 S. Sathish Kumar C. Nagarajan 《Circuits and Systems》 2016年第6期662-679,共18页
In India most part receives 4 - 7 kWh of solar radiation per square meter per day with 200 - 250 sunny days in a year. Tamilnadu state also receives the highest annual radiation in India. In this paper, the grid conne... In India most part receives 4 - 7 kWh of solar radiation per square meter per day with 200 - 250 sunny days in a year. Tamilnadu state also receives the highest annual radiation in India. In this paper, the grid connected photovoltaic plant has a peak power of 80 KWp supplies electricity requirement of GRT IET campus during day time (7 hrs) and reduces load demand and generates useful data for future implementation of such PV plant projects in the Tamilnadu region. Photovoltaic plant was installed in April 2015, monitored during 6 months, and the performance ratio and the various power losses (power electronics, temperature, soiling, internal, network, grid availability and interconnection) were calculated. The PV plant supplied 64,182.86 KWh to the grid from April to September 2015, ranging from 11,510.900 to 10,200.9 kWh. The final yield ranged from 143.886 (h/d) to 127.51 (y/d), reference yield ranged from 201.6 (h/d) to 155.31 (h/d) and performance ratio ranged from 71.3% to 82.1%, for a duration of six months, it had given a performance ratio of 83.82%, system efficiency was 4.16% and the capacity factor of GRT IET Campus for six months was 18.26%. Payback period in years = 9 years 4 months, energy saving per year = 204,400 KWh, cost reduction per year = 1,737,400, Indian rupee = 26,197.30 USD and total CO<sub>2</sub> reductions per year = 102,200 tons CO<sub>2</sub>/year. 展开更多
关键词 photo voltaic Dual MPPT Grid Connection Performance Analysis Energy Loss Analysis Economic Analysis CO2 Reduction Carbon Credit
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Optimal Extraction of Photovoltaic Model Parameters Using Gravitational Search Algorithm Approach
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作者 C. Saravanan K. Srinivasan 《Circuits and Systems》 2016年第11期3849-3861,共13页
Extraction of accurate Photo Voltaic (PV) model parameters is a challenging task for PV simulator developers. To mitigate this challenging task a novel approach using Gravitational Search Algorithm (GSA) for accurate ... Extraction of accurate Photo Voltaic (PV) model parameters is a challenging task for PV simulator developers. To mitigate this challenging task a novel approach using Gravitational Search Algorithm (GSA) for accurate extraction of PV model parameters is proposed in this paper. GSA is a population based heuristic optimization method which depends on the law of gravity and mass interactions. In this optimization method, the searcher agents are collection of masses which interact with each other using laws of gravity and motion of Newton. The developed PV model utilizes mathematical equations and is described through an equivalent circuit model comprising of a current source, a diode, a series resistor and a shunt resistor including the effect of changes in solar irradiation and ambient temperature. The optimal values of photo-current, diode ideality factor, series resistance and shunt resistance of the developed PV model are obtained by using GSA. The simulations of the characteristic curves of PV modules (SM55, ST36 and ST40) are carried out using MATLAB/Simulink environment. Results obtained using GSA are compared with Differential Evolution (DE), which shows that GSA based parameters are better optimal when compared to DE. 展开更多
关键词 GSA photo voltaic Parameter Extraction MATLAB/SIMULINK
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Power Quality Issues Concerning Photovoltaic Generation in Distribution Grids
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作者 Jaan Niitsoo Marek Jarkovoi +2 位作者 Paul Taklaja Joni Klüss Ivo Palu 《Smart Grid and Renewable Energy》 2015年第6期148-163,共16页
Unregulated utilization of renewable generation including residential photovoltaic (PV) systems can have a significant impact on load characteristics in distribution networks. For improving PV generation capabilities,... Unregulated utilization of renewable generation including residential photovoltaic (PV) systems can have a significant impact on load characteristics in distribution networks. For improving PV generation capabilities, power quality aspects have to be coordinated with present load characteristics. This paper discusses the harmonic content of PV generation and the influence to power quality indicators in residential distribution networks. PV generation measurement results including current harmonic amplitude and phase angle values are presented. Results of different modelling scenarios are analysed and a simplified model of harmonics in PVs is offered. The results of the study showed a moderate additional harmonic distortion in residential load current and voltage distortion at the substation’s busbar when PVs were added. Novelty of the paper is that harmonic current values at higher orders are presented and analysed. The results pointed out in this paper could be further used for modelling the actual harmonic loads of the PVs in distribution networks. 展开更多
关键词 Current Measurement LOAD Modelling photo voltaic POWER Quality POWER system HARMONICS
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Power Quality Issues Concerning Photovoltaic Generation and Electrical Vehicle Loads in Distribution Grids
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作者 Jaan Niitsoo Paul Taklaja +1 位作者 Ivo Palu Joni Klüss 《Smart Grid and Renewable Energy》 2015年第6期164-177,共14页
The high utilization level of renewable generation including residential photovoltaic (PV) systems together with the uncontrolled charging of electric vehicles (EVs) can have a significant impact on load characteristi... The high utilization level of renewable generation including residential photovoltaic (PV) systems together with the uncontrolled charging of electric vehicles (EVs) can have a significant impact on load characteristics in distribution networks. Harmonic content of PV generation, EV charging loads, and their influence on power quality indicators in residential distribution networks are discussed in this paper. For investigating likely power quality scenarios, PV generation and EV charging measurement results including current harmonic amplitude and phase angle values are used and compared with present load characteristics. Different modelling scenarios are analysed and a simplified model of harmonics in PVs and EVs is offered. The results of the study show moderate additional harmonic distortion in residential load current and voltage distortion at the substation’s busbar when PV generation and EV loading are added. The scenarios presented in this paper can be further used for modelling the actual harmonic loads of the PVs and EVs in distribution networks. 展开更多
关键词 Current Measurement Distributed Generation Electric VEHICLES Load Modelling photo voltaic POWER Quality POWER system HARMONICS
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Comprehensive Study,Design and Economic Feasibility Analysis of Solar PV Powered Water Pumping System
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作者 K.Karthick K.Jaiganesh S.Kavaskar 《Energy Engineering》 EI 2021年第6期1887-1904,共18页
The energy efficient product can be operated with longer duration.They offer wonderful solutions compared to other conventional water pumping system as it needs less maintenance,simple in installation,zero fuel cost,l... The energy efficient product can be operated with longer duration.They offer wonderful solutions compared to other conventional water pumping system as it needs less maintenance,simple in installation,zero fuel cost,longer operating life,highly reliable and free from production of greenhouse gases.In this paper we analyzed the different topologies of DC–DC converter in terms of their operating region of MPPT,quality of input and output currents.We discussed the MPPT algorithms to address partial shading effects in SPV array,present state of the technology,factors affecting the performance of the system,efficiency improvements and identified the research gaps.Also,the economic feasibility analysis has been done for the real time scenario using the Homer Pro software.The estimation of total dynamic head and horse power calculation has been done to decide the total load capacity.The economic analysis results such as cumulative cash flow over project lifetime of 25 years are presented.It is observed that the capital investment requirement is$7,425 for installing Fronius PV system that has a nominal capacity of 2.47 kW and annualized savings will be$134.93.In the long-term perspective,the return on investment is−2.18%as per the present tariff plan. 展开更多
关键词 DC-DC converter economic feasibility analysis MPPT solar photo voltaic solar pumps water pumping system
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并网光伏逆变器的选型与应用
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作者 王伟 《通信电源技术》 2023年第20期67-69,共3页
为实现“碳达峰”和“碳中和”的目标,光伏发电作为新能源产业的重要一环,将迎来高速发展,并成为推动新能源发展的重要力量。随着技术的不断进步,光伏发电系统和光伏电站的类型日益多样化,并网光伏逆变器的种类和应用技术也在不断丰富... 为实现“碳达峰”和“碳中和”的目标,光伏发电作为新能源产业的重要一环,将迎来高速发展,并成为推动新能源发展的重要力量。随着技术的不断进步,光伏发电系统和光伏电站的类型日益多样化,并网光伏逆变器的种类和应用技术也在不断丰富。文章主要分析了并网光伏逆变器的选型对光伏系统成本、效率和运行的影响,为实际应用提供指导。 展开更多
关键词 并网光伏 逆变器选型 系统效率 系统成本
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基于PLC的追日控制系统设计与效率分析 被引量:5
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作者 韦永兰 马海宁 张学栋 《控制工程》 CSCD 北大核心 2016年第5期773-776,共4页
提出一种经济型太阳能光伏发电追日跟踪系统的设计,设计了"日出启动"及"日落夜返"的新控制模式,并将实测发电数据与固定式发电系统进行对比分析,为大型光伏发电企业采用此系统提供了可行性依据。经运行验证,系统运... 提出一种经济型太阳能光伏发电追日跟踪系统的设计,设计了"日出启动"及"日落夜返"的新控制模式,并将实测发电数据与固定式发电系统进行对比分析,为大型光伏发电企业采用此系统提供了可行性依据。经运行验证,系统运行稳定可靠,安全经济,控制灵活,设计的新控制模式可提高太阳能光伏发电新能源企业的生产效益。 展开更多
关键词 微倾角 光伏发电系统 追日跟踪 PLC
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基于实时计算光伏系统等效阻抗的自适应距离保护 被引量:8
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作者 周步祥 杨常 《电测与仪表》 北大核心 2019年第5期89-93,共5页
由于过渡电阻倾斜角θ的大小取决于光伏电站等效阻抗的值,传统保护中针对光伏等效阻抗XN的求解存在较大误差,导致距离保护整定结果存在着一定的误差。基于此,在光伏并网的系统中发生故障时,文中通过分析负荷阻抗与光伏系统输出的故障电... 由于过渡电阻倾斜角θ的大小取决于光伏电站等效阻抗的值,传统保护中针对光伏等效阻抗XN的求解存在较大误差,导致距离保护整定结果存在着一定的误差。基于此,在光伏并网的系统中发生故障时,文中通过分析负荷阻抗与光伏系统输出的故障电流之间的关系,利用协方差方法推导出光伏系统实时等效阻抗值,从而可以得到更准确的故障距离,提高了保护性能。文中利用PSCAD/EMTDC搭建了光伏并网模型,并用MATLAB计算出光伏系统的等效阻抗和故障距离,结果表明文中所提出的自适应距离保护方法极大地提高了测量阻抗的准确性。 展开更多
关键词 光伏系统 等效阻抗 协方差 自适应距离保护
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光伏发电中高压并网多电平逆变器的控制策略 被引量:2
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作者 张艳莉 费万民 《南京师范大学学报(工程技术版)》 CAS 2011年第1期19-26,共8页
提出主从级联式多电平变换器应能兼顾系统对电压等级、功率转换效率、输出波形质量的高要求;特定谐波消除脉宽调制SHEPWM方法能够实现输出波形质量和功率转换效率的优化,便于实现功率平衡控制的控制方案.以十五电平逆变器为例,研究了主... 提出主从级联式多电平变换器应能兼顾系统对电压等级、功率转换效率、输出波形质量的高要求;特定谐波消除脉宽调制SHEPWM方法能够实现输出波形质量和功率转换效率的优化,便于实现功率平衡控制的控制方案.以十五电平逆变器为例,研究了主从级联式多电平逆变器的SHEPWM控制方法,提出了一种简单的功率平衡控制方法,以选取的典型点为例,研究了考虑功率平衡控制约束的SHEPWM非线性方程组的求解问题,对幅值调制比M=1的数值解进行了仿真和实验研究,结果证明所提控制方法是可行的. 展开更多
关键词 光伏发电 中高压并网 级联多电平逆变器 脉宽调制 功率平衡
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不同应用规模下风光互补发电储能系统优化与设计 被引量:9
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作者 杨卫华 蒋康乐 孙文叶 《节能》 2017年第10期44-48,共5页
介绍风光互补发电系统,分析了目前针对该系统在能量采集、转化、传输、储存等工艺过程的优化与设计。重点介绍以氢作为储能方式的能量存储单元,以及其包含的水电解制氢设备、储氢设备和燃料电池。通过对整个系统的了解,发现想要达到提... 介绍风光互补发电系统,分析了目前针对该系统在能量采集、转化、传输、储存等工艺过程的优化与设计。重点介绍以氢作为储能方式的能量存储单元,以及其包含的水电解制氢设备、储氢设备和燃料电池。通过对整个系统的了解,发现想要达到提高系统利用率、稳定供电、减少能量浪费的目的,还需要对系统组件进一步优化,协调其运行。 展开更多
关键词 风光互补发电 技术优化 能量存储
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基于改进MNN光伏发电功率预测模型 被引量:4
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作者 王大虎 贾倩 林红阳 《电子设计工程》 2018年第12期1-5,共5页
针对光伏发电的不确定性导致频率波动和电力系统不稳定带来的不利影响,本文采用改进模块化神经网络(MNN)对光伏发电功率进行预测,即利用回声状态网络代替MNN中原训练子模块模型。首先按季节输入历史数据;再经任务分解模块将数据分为不... 针对光伏发电的不确定性导致频率波动和电力系统不稳定带来的不利影响,本文采用改进模块化神经网络(MNN)对光伏发电功率进行预测,即利用回声状态网络代替MNN中原训练子模块模型。首先按季节输入历史数据;再经任务分解模块将数据分为不同天气类型的子数据,与预测日及预测日前一日的平均温度作为子模型输入样本;利用回声状态网络作为预测子模型,对相应输入样本训练与发电功率预测;最后经整合输出模块输出预测结果。结果表明,此方法较本文选用的其他方法预测精度提高28%以上。 展开更多
关键词 模块化神经网络 回声状态网络 电力系统 光伏发电功率预测 天气类型
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计及P2H的电-热互联综合能源系统概率能量流分析 被引量:38
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作者 孙娟 卫志农 +3 位作者 孙国强 陈胜 臧海祥 陈霜 《电力自动化设备》 EI CSCD 北大核心 2017年第6期62-68,共7页
电转热(P2H)技术可以平抑分布式可再生能源发电功率波动,促进光伏发电的消纳与电-热互联综合能源系统的协同运行。建立了含光伏的电-热互联综合能源系统概率能量流模型,采用Nataf变换对相关非正态的光伏输入随机变量进行抽样,并与拉丁... 电转热(P2H)技术可以平抑分布式可再生能源发电功率波动,促进光伏发电的消纳与电-热互联综合能源系统的协同运行。建立了含光伏的电-热互联综合能源系统概率能量流模型,采用Nataf变换对相关非正态的光伏输入随机变量进行抽样,并与拉丁超立方采样相结合,定量评估P2H对电力系统和热力系统概率能量流的影响。实际巴厘岛的算例分析结果验证了所建立模型的有效性。在含光伏的电-热互联综合能源系统中,P2H可促进分布式可再生光伏的消纳,并有效增强系统的安全性。 展开更多
关键词 电-热互联综合能源系统 电转热技术 概率能量流 光伏发电 拉丁超立方采样
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二重积分滑模控制最大功率点的研究
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作者 孙昌旭 吴孔平 +1 位作者 何冬生 季旋 《安徽理工大学学报(自然科学版)》 CAS 2017年第1期65-69,共5页
针对最大功率点滑模控制器中存在跟踪电压误差、抖震和瞬态响应缓慢等问题,在一个独立光伏系统中,提出了一种新型的基于双积分滑模控制最大功率点跟踪,为此二重积分滑模控制器采用跟踪电流误差项的滑动面来消除稳态误差。实验结果表明:... 针对最大功率点滑模控制器中存在跟踪电压误差、抖震和瞬态响应缓慢等问题,在一个独立光伏系统中,提出了一种新型的基于双积分滑模控制最大功率点跟踪,为此二重积分滑模控制器采用跟踪电流误差项的滑动面来消除稳态误差。实验结果表明:与滑模控制器和积分滑模控制器控制过程相比较,采用二重积分滑模控制器极大地削减了输出电压稳态抖震,使输出电压值更为精确。在光伏系统中,使用MATLAB仿真软件可以有效的验证所提出的二重积分滑模控制器。 展开更多
关键词 光伏系统 最大功率点 二重积分滑模控制器
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基于对流传热分析的PV/T优化设计与实验 被引量:2
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作者 肖文平 陈思铭 +1 位作者 张立荣 邱守强 《建筑电气》 2017年第3期63-68,共6页
以工艺难度较低的U型管水冷器为研究对象,以PV/T的太阳热能输入与U型管的吸热能力平衡为目标,对冷却水在层流、过渡流和湍流3种流动状态下的热传递系数进行分析,对U型管内的水流速度、管径的大小以及管道长度进行优化设计。计算结果表明... 以工艺难度较低的U型管水冷器为研究对象,以PV/T的太阳热能输入与U型管的吸热能力平衡为目标,对冷却水在层流、过渡流和湍流3种流动状态下的热传递系数进行分析,对U型管内的水流速度、管径的大小以及管道长度进行优化设计。计算结果表明:冷却水在低流速的层流状态不足以完全吸收太阳入射热功率;如果速度提高到过渡流和湍流态,可以选用标准的25 mm管径,最佳流速介于0.05~0.3 m/s之间,每平方米管长8 m即可满足吸热要求。 展开更多
关键词 PV/T系统 参数优化 对流传热 集热器 热传递 光伏发电系统 综合光伏光热应用 综合效益
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局部遮阴下光伏系统MPPT研究与优化 被引量:3
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作者 吴琨 王磊 +1 位作者 王秋实 陈东 《传感器与微系统》 CSCD 2017年第7期38-41,共4页
为了解决光伏发电系统中,光伏电池在环境中被树叶、建筑物、云层等遮挡造成局部阴影,导致光伏电池出现运行不稳定和输出功率降低的问题,提出了一种基于改进自适应动态惯性权重并引入粒子寻优目标适应度评判系数的优化粒子群算法(GPPSO)... 为了解决光伏发电系统中,光伏电池在环境中被树叶、建筑物、云层等遮挡造成局部阴影,导致光伏电池出现运行不稳定和输出功率降低的问题,提出了一种基于改进自适应动态惯性权重并引入粒子寻优目标适应度评判系数的优化粒子群算法(GPPSO)。将GPPSO应用于复杂自然环境条件下的最大功率点跟踪(MPPT),结果表明:双重优化后的算法有效提高了局部精确搜索和寻优空间全局收敛能力,在目标函数最优求解过程中,精度和收敛速度都明显提高,较快地适应环境遮阴变化,能够在复杂的自然环境中准确地对光伏发电系统最大功率点进行跟踪,提高光伏系统发电效率。 展开更多
关键词 光伏系统 遮阴条件 改进粒子群优化算法 最大功率点跟踪效率
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ANFIS与模糊聚类-ESN的光伏发电功率预测模型比较
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作者 王大虎 贾倩 林红阳 《软件导刊》 2018年第1期157-161,164,共6页
光伏电站的发电功率高度依赖于不同的天气条件,其变化无规律可循,从而给电网管理带来挑战。因此,对光伏发电功率进行预测研究,以确保电网安全、稳定运行。首先,按季节和天气类型划分历史发电数据,经数据分析后,将温度与历史发电功率作... 光伏电站的发电功率高度依赖于不同的天气条件,其变化无规律可循,从而给电网管理带来挑战。因此,对光伏发电功率进行预测研究,以确保电网安全、稳定运行。首先,按季节和天气类型划分历史发电数据,经数据分析后,将温度与历史发电功率作为输入,构建了ANFIS与模糊聚类-ESN两个光伏发电功率预测模型。利用Matlab模糊逻辑工具箱构建ANFIS模型,而对于模糊聚类-ESN模型的构建,先采用模糊聚类处理输入数据,再利用ESN进行训练与预测。通过对两个预测结果的比较,模糊聚类-ESN模型的预测精度高于ANFIS模型。 展开更多
关键词 自适应神经模糊推理系统 模糊聚类 回声状态网络 光伏发电功率预测
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模糊RBF太阳电池最大功率点跟踪算法 被引量:2
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作者 袁娇 李涛 +3 位作者 李文全 贺乔卿 李宸宇 马昊翔 《传感器与微系统》 CSCD 2020年第1期154-156,160,共4页
为了有效地利用太阳能,提高光伏发电系统的效率,通过分析太阳电池输出特性和最大功率点跟踪原理,结合模糊控制算法、神经网络与比例-积分-微分(PID)算法的优势,提出一种模糊径向基函数(RBF)神经网络的太阳电池最大功率点跟踪算法。利用... 为了有效地利用太阳能,提高光伏发电系统的效率,通过分析太阳电池输出特性和最大功率点跟踪原理,结合模糊控制算法、神经网络与比例-积分-微分(PID)算法的优势,提出一种模糊径向基函数(RBF)神经网络的太阳电池最大功率点跟踪算法。利用模糊RBF神经网络对PID控制器的控制参数进行自适应整定,从而精确调节光伏电池变换器的功率开关占空比,达到太阳电池最大功率点跟踪控制。仿真与实测结果表明:算法能有效提高系统的响应速度、自适应能力。 展开更多
关键词 光伏系统 模糊径向基函数神经网络 比例-积分-微分(PID)控制 最大功率点跟踪
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小型离网光伏系统的设计及应用 被引量:1
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作者 王晓东 《化工中间体》 2015年第4期14-15,共2页
文章首先介绍了离网光伏系统的特点,然后介绍了离网光伏系统的常规设计方法,并根据实际应用过程中的经验,对常规设计方法提出一些改进建议,最后通过公司的实际项目细述了各个部分的实际设计过程。
关键词 离网 光伏系统 光伏组件 设计
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光电转换体系太阳能聚集器(英文)
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作者 李东广 《中山大学学报(自然科学版)》 CAS CSCD 北大核心 2005年第A02期81-85,共5页
In standard P-V systems, the high cost and low quantum efficiency of silicon cells has held back widespread adoption of this technology for decades. To generate electrical power from solar energy in a cost effective w... In standard P-V systems, the high cost and low quantum efficiency of silicon cells has held back widespread adoption of this technology for decades. To generate electrical power from solar energy in a cost effective way, most methods require the concentration of the sunlight in order to increase the efficiency of energy conversion. Most systems use parabolic mirrors to focus sunlight to either a line (trough systems) or a small volume (dishes). One of the reasons solar power still remains little utilised, is the high cost of the collection systems.Light focussing devices using reflection usually take the form of a curved mirror. In contrast, this paper describes the new design of a device consisting of an array of small angled reflecting mirror facets located in a planar form. The three dimensional angle of each facet in the array is a function of its position in the array, and is calculated to be such that for a parallel beam striking the array, each facet will reflect the light in such a way as to form a focal point region. 展开更多
关键词 光电转换 太阳能聚集器 太阳能利用 太阳能设备
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